{"id":"W3123501659","doi":"10.1136/bmj.m4786","title":"Electronic health record alerts for acute kidney injury: multicenter, randomized clinical trial","year":2021,"lang":"en","type":"article","venue":"BMJ","topic":"Acute Kidney Injury Research","field":"Medicine","cited_by":188,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"National Center for Advancing Translational Sciences; National Institute of Diabetes and Digestive and Kidney Diseases; National Heart, Lung, and Blood Institute","keywords":"Medicine; Acute kidney injury; Dialysis; Randomized controlled trial; Kidney disease; Relative risk; Confidence interval; Emergency medicine; Randomization; Medical record; Acute care; Internal medicine; Intensive care medicine; Health care","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.007050531,0.0002358762,0.001679328,0.0001153846,0.0001256372,0.00004014555,0.0001904384,0.0002247636,0.0007284925],"category_scores_gemma":[0.01875548,0.0001922774,0.0008632877,0.0002637093,0.0001611141,0.00007902311,0.0001261424,0.0006783674,0.0001422614],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002570788,"about_ca_system_score_gemma":0.006696473,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003643407,"about_ca_topic_score_gemma":0.000009035705,"domain_scores_codex":[0.9949834,0.001362162,0.001515584,0.000636731,0.0005218678,0.0009802127],"domain_scores_gemma":[0.996114,0.001215121,0.0003570807,0.0007966111,0.000400066,0.00111716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4829222,0.0003980237,0.0001336461,0.00005016672,0.0007018951,0.00002720174,0.00002708944,2.772747e-9,0.000102209,0.0001097255,0.4974704,0.01805745],"study_design_scores_gemma":[0.5863189,0.002425382,0.00002568108,0.00008808068,0.0003323886,0.00003337623,0.00001686873,0.0005866492,0.0005983203,0.0001675643,0.4092772,0.0001295395],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0889402,0.0009548017,0.0187634,0.8171633,0.01194752,0.05080285,0.002201055,0.0006320882,0.008594785],"genre_scores_gemma":[0.2471997,0.02677504,0.1239573,0.317544,0.03838465,0.01999371,0.01293464,0.0009413224,0.2122697],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.4996193,"threshold_uncertainty_score":0.9989346,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07844422457256628,"score_gpt":0.4962647199790073,"score_spread":0.4178204954064411,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}